Multi-scale analysis of streamflow using the Hilbert-Huang Transform
International Journal of Numerical Methods for Heat & Fluid Flow
ISSN: 0961-5539
Article publication date: 29 July 2014
Abstract
Purpose
The purpose of this paper is to simulate and analyze accurately the multi-scale characteristics, variation periods and trends of the annual streamflow series in the Haihe River Basin (HRB) using the Hilbert-Huang Transform (HHT).
Design/methodology/approach
The Empirical Mode Decomposition (EMD) approach is adopted to decompose the original signal into intrinsic mode functions (IMFs) in multi-scales. The Hilbert spectrum is applied to each IMF component and the localized time-frequency-energy distribution. The monotonic residues obtained by EMD can be treated as the trend of the original sequence.
Findings
The authors apply HHT to 14 hydrological stations in the HRB. The annual streamflow series are decomposed into four IMFs and a residual component, which exhibits the multi-scale characteristics. After the Hilbert transform, the instantaneous frequency, center frequency and mean period of the IMFs are obtained. Common multi-scale periods of the 14 series exist, e.g. 3.3a, 4∼7a, 8∼10a, 11-14a, 24∼25a and 43∼45a. The residues indicate that the annual streamflow series has exhibited a decreasing trend over the past 50 years.
Research limitations/implications
The HHT method is still in its early stages of application in hydrology and needs to be further tested.
Practical implications
It is helpful for the study of the complex features of streamflow.
Social implications
This paper will contribute to the sustainable utilization of water resources.
Originality/value
This study represents the first use of the HHT method to analyze the multi-scale characteristics of the streamflow series in the HRB. This paper provides an important theoretical support for water resources management.
Keywords
Acknowledgements
This work was supported by the Project of National Natural Foundation of China (No. 50939001, 51079004), the National Basic Research Program of China (No. 2010CB951104), the Funds for Creative Research Groups of China (No. 51121003), the Specialized Research Fund for the Doctoral Program of Higher Education (No. 20100003110024), and the Program for Changjiang Scholars and Innovative Research Team in University (No. IRT0809).
Citation
Di, C., Yang, X., Zhang, X., He, J. and Mei, Y. (2014), "Multi-scale analysis of streamflow using the Hilbert-Huang Transform", International Journal of Numerical Methods for Heat & Fluid Flow, Vol. 24 No. 6, pp. 1363-1377. https://doi.org/10.1108/HFF-04-2013-0110
Publisher
:Emerald Group Publishing Limited
Copyright © 2014, Emerald Group Publishing Limited